首页 > 最新文献

Journal of Cardiovascular Magnetic Resonance最新文献

英文 中文
Editorial Commentary: Generative Pre-trained Transformer 4 (GPT4) makes cardiovascular magnetic resonance reports easy to understand. 编辑评论:GPT-4 让心血管磁共振报告变得简单易懂。
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2024-06-01 Epub Date: 2024-04-06 DOI: 10.1016/j.jocmr.2024.101043
Imon Banerjee, Amara Tariq, Chieh-Ju Chao
{"title":"Editorial Commentary: Generative Pre-trained Transformer 4 (GPT4) makes cardiovascular magnetic resonance reports easy to understand.","authors":"Imon Banerjee, Amara Tariq, Chieh-Ju Chao","doi":"10.1016/j.jocmr.2024.101043","DOIUrl":"10.1016/j.jocmr.2024.101043","url":null,"abstract":"","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":6.4,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11112355/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140870351","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Inter-scanner comparability of Z-scores for native myocardial T1 and T2 mapping. 本地心肌 T1 和 T2 映射 Z 值的扫描仪间可比性
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-06-01 Epub Date: 2024-01-09 DOI: 10.1016/j.jocmr.2023.100004
Saad Razzaq, Leila Haririsanati, Katerina Eyre, Ria Garg, Michael Chetrit, Matthias G Friedrich

Background: Cardiovascular Magnetic Resonance (CMR) native T1 and T2 mapping serve as robust, contrast-agent-free diagnostic tools, but hardware- and software-specific sources of variability limit the generalizability of data across CMR platforms, consequently limiting the interpretability of patient-specific parametric data. Z-scores are used to describe the relationship of observed values to the mean results as obtained in a sufficiently large normal sample. They have been successfully used to describe the severity of quantifiable abnormalities in medicine, specifically in children and adolescents. The objective of this study was to observe whether z-scores can improve the comparability of T1 and T2 mapping values across CMR scanners, field strengths, and sequences from different vendors in the same participant rather than different participants (as seen in previous studies).

Methods: Fifty-one healthy volunteers (26 men/25 women, mean age = 43 ± 13.51) underwent three CMR exams on three different scanners, using a Modified Look-Locker Inversion Recovery (MOLLI) 5-(3)- 3 sequence to quantify myocardial T1. For T2 mapping, a True Fast Imaging with steady-state free precession (TRUFI) sequence was used on a 3 T Skyra™ (Siemens), and a T2 Fast Spin Echo (FSE) sequence was used on 1.5 T Artist™ (GE) and 3.0 T Premier™ (GE) scanners. The averages of basal and mid-ventricular short axis slices were used to derive means and standard deviations of global mapping values. We used intra-class comparisons (ICC), repeated measures ANOVA, and paired Student's t-tests for statistical analyses.

Results: There was a significant improvement in intra-subject comparability of T1 (ICC of 0.11 (95% CI= -0.018, -0.332) vs 0.78 (95% CI= 0.650, 0.866)) and T2 (ICC of 0.35 (95% CI= -0.053, 0.652) vs 0.83 (95% CI= 0.726, 0.898)) when using z-scores across all three scanners. While the absolute global T1 and T2 values showed a statistically significant difference between scanners (p < 0.001), no such differences were identified using z-scores (T1z: p = 0.771; T2z: p = 0.985). Furthermore, when images were not corrected for motion, T1 z-scores showed significant inter-scanner variability (p < 0.001), resolved by motion correction.

Conclusion: Employing z-scores for reporting myocardial T1 and T2 removes the variation of quantitative mapping results across different MRI systems and field strengths, improving the clinical utility of myocardial tissue characterization in patients with suspected myocardial disease.

背景:心血管磁共振(CMR)原生 T1 和 T2 图谱是可靠的无对比剂诊断工具,但硬件和软件特有的可变性限制了不同 CMR 平台数据的通用性,从而限制了特定患者参数数据的可解释性。Z 值用于描述在足够大的正常样本中观察到的数值与平均结果之间的关系。它们已成功用于描述医学中可量化异常的严重程度,特别是在儿童和青少年中。本研究的目的是观察 z 值是否能提高同一受试者不同厂商的 CMR 扫描仪、场强和序列的 T1 和 T2 映射值的可比性,而不是不同受试者的 T1 和 T2 映射值的可比性(如之前的研究所示):51 名健康志愿者(26 名男性/25 名女性,平均年龄 = 43 ± 13.51)在三台不同的扫描仪上进行了三次 CMR 检查,使用改良 Look-Locker 反转恢复(MOLLI)5-(3)-3 序列量化心肌 T1。T2映射时,在3T Skyra™(西门子)上使用了稳态自由前序(TRUFI)真实快速成像序列,在1.5T Artist™(通用电气)和3.0T Premier™(通用电气)扫描仪上使用了T2快速自旋回波(FSE)序列。基底和心室中轴短轴切片的平均值用于得出全局映射值的平均值和标准偏差。我们使用类内比较(ICC)、重复测量方差分析和配对学生 t 检验进行统计分析:结果:在所有三台扫描仪上使用 z score 时,T1(ICC 为 0.11 (95% CI= -0.018, -0.332) vs 0.78 (95% CI= 0.650, 0.866))和 T2(ICC 为 0.35 (95% CI= -0.053, 0.652) vs 0.83 (95% CI= 0.726, 0.898))的受试者内可比性明显提高。而扫描仪之间的全局 T1 和 T2 绝对值差异具有统计学意义(Pz:P=0.771;T2z:P=0.985)。此外,在未对图像进行运动校正时,T1 z 评分显示出显著的扫描仪间差异(pConclusion):在报告心肌 T1 和 T2 时采用 z 值可消除不同磁共振成像系统和场强下定量绘图结果的差异,从而提高疑似心肌疾病患者心肌组织特征描述的临床实用性。
{"title":"Inter-scanner comparability of Z-scores for native myocardial T1 and T2 mapping.","authors":"Saad Razzaq, Leila Haririsanati, Katerina Eyre, Ria Garg, Michael Chetrit, Matthias G Friedrich","doi":"10.1016/j.jocmr.2023.100004","DOIUrl":"10.1016/j.jocmr.2023.100004","url":null,"abstract":"<p><strong>Background: </strong>Cardiovascular Magnetic Resonance (CMR) native T1 and T2 mapping serve as robust, contrast-agent-free diagnostic tools, but hardware- and software-specific sources of variability limit the generalizability of data across CMR platforms, consequently limiting the interpretability of patient-specific parametric data. Z-scores are used to describe the relationship of observed values to the mean results as obtained in a sufficiently large normal sample. They have been successfully used to describe the severity of quantifiable abnormalities in medicine, specifically in children and adolescents. The objective of this study was to observe whether z-scores can improve the comparability of T1 and T2 mapping values across CMR scanners, field strengths, and sequences from different vendors in the same participant rather than different participants (as seen in previous studies).</p><p><strong>Methods: </strong>Fifty-one healthy volunteers (26 men/25 women, mean age = 43 ± 13.51) underwent three CMR exams on three different scanners, using a Modified Look-Locker Inversion Recovery (MOLLI) 5-(3)- 3 sequence to quantify myocardial T1. For T2 mapping, a True Fast Imaging with steady-state free precession (TRUFI) sequence was used on a 3 T Skyra™ (Siemens), and a T2 Fast Spin Echo (FSE) sequence was used on 1.5 T Artist™ (GE) and 3.0 T Premier™ (GE) scanners. The averages of basal and mid-ventricular short axis slices were used to derive means and standard deviations of global mapping values. We used intra-class comparisons (ICC), repeated measures ANOVA, and paired Student's t-tests for statistical analyses.</p><p><strong>Results: </strong>There was a significant improvement in intra-subject comparability of T1 (ICC of 0.11 (95% CI= -0.018, -0.332) vs 0.78 (95% CI= 0.650, 0.866)) and T2 (ICC of 0.35 (95% CI= -0.053, 0.652) vs 0.83 (95% CI= 0.726, 0.898)) when using z-scores across all three scanners. While the absolute global T1 and T2 values showed a statistically significant difference between scanners (p < 0.001), no such differences were identified using z-scores (T1<sub>z</sub>: p = 0.771; T2<sub>z</sub>: p = 0.985). Furthermore, when images were not corrected for motion, T1 z-scores showed significant inter-scanner variability (p < 0.001), resolved by motion correction.</p><p><strong>Conclusion: </strong>Employing z-scores for reporting myocardial T1 and T2 removes the variation of quantitative mapping results across different MRI systems and field strengths, improving the clinical utility of myocardial tissue characterization in patients with suspected myocardial disease.</p>","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":4.2,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11211228/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139424899","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dispelling concerns: the mild nature of coronavirus disease 2019 vaccine-related myocarditis. 消除疑虑:COVID-19疫苗相关心肌炎的轻微性质。
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2024-06-01 Epub Date: 2024-05-08 DOI: 10.1016/j.jocmr.2024.101044
Zahra Raisi-Estabragh
{"title":"Dispelling concerns: the mild nature of coronavirus disease 2019 vaccine-related myocarditis.","authors":"Zahra Raisi-Estabragh","doi":"10.1016/j.jocmr.2024.101044","DOIUrl":"10.1016/j.jocmr.2024.101044","url":null,"abstract":"","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":6.4,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11129083/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140903862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Coronary artery wall contrast enhancement imaging impact on disease activity assessment in IgG4-RD: a direct marker of coronary involvement. 冠状动脉壁对比增强成像对 IgG4-RD 疾病活动性评估的影响是冠状动脉受累的直接标志。
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-05-31 DOI: 10.1016/j.jocmr.2024.101047
Yaqi Du, Shuang Ding, Ce Li, Yun Bai, Xinrui Wang, Debiao Li, Yibin Xie, Guoguang Fan, Lian-Ming Wu, Guan Wang

Background: Coronary artery wall contrast enhancement (CE) has been applied to non-invasive visualization of changes to the coronary artery wall in systemic lupus erythematosus (SLE). This study investigated the feasibility of quantifying CE to detect coronary involvement in IgG4-related disease (IgG4-RD), as well as the influence on disease activity assessment.

Methods: A total of 93 subjects (31 IgG4-RD; 29 SLE; 33 controls) were recruited in the study. Coronary artery wall imaging was performed in a 3.0 T MRI scanner. Serological markers and IgG4-RD Responder Index (IgG4-RD-RI) scores were collected for correlation analysis.

Results: Coronary wall CE was observed in 29 (94 %) IgG4-RD patients and 22 (76 %) SLE patients. Contrast-to-noise ratio (CNR) and total CE area were significantly higher in patient groups compared to controls (CNR: 6.1 ± 2.7 [IgG4-RD] v. 4.2 ± 2.3 [SLE] v. 1.9 ± 1.5 [control], P < 0.001; Total CE area: 3.0 [3.0-6.6] v. 1.7 [1.5-2.6] v. 0.3 [0.3-0.9], P < 0.001). In the IgG4-RD group, CNR and total CE area were correlated with the RI (CNR: r = 0.55, P = 0.002; total CE area: r = 0.39, P = 0.031). RI´ scored considering coronary involvement by CE, differed significantly from RI scored without consideration of CE (RI v. RI´: 15 ± 6 v. 16 ± 6, P < 0.001).

Conclusions: Visualization and quantification of CMR coronary CE by CNR and total CE area could be utilized to detect subclinical and clinical coronary wall involvement, which is prevalent in IgG4-RD. The potential inclusion of small and medium-sized vessel involvements in the assessment of disease activity in IgG4-RD is worthy of further investigation.

背景:冠状动脉壁对比增强(CE)已被应用于系统性红斑狼疮(SLE)冠状动脉壁变化的无创可视化。本研究调查了量化CE检测IgG4相关疾病(IgG4-RD)冠状动脉受累的可行性,以及对疾病活动性评估的影响:研究共招募了 93 名受试者(31 名 IgG4-RD;29 名系统性红斑狼疮;33 名对照组)。冠状动脉壁成像在 3.0T 核磁共振成像扫描仪上进行。收集血清学标记物和 IgG4-RD 反应者指数(IgG4-RD-RI)评分进行相关性分析:结果:在29名(94%)IgG4-RD患者和22名(76%)系统性红斑狼疮患者中观察到冠状动脉壁CE。与对照组相比,患者组的对比噪声比(CNR)和CE总面积明显更高(CNR:6.1 ± 2.7 [IgG4-RD] v. 4.2 ± 2.3 [SLE] v. 1.9 ± 1.5 [对照组],P < 0.001;CE总面积:3.0 [3.0-6.0 [对照组],P < 0.001):3.0 [3.0-6.6] v. 1.7 [1.5-2.6] v. 0.3 [0.3-0.9],P <0.001)。在 IgG4-RD 组中,CNR 和 CE 总面积与 RI 相关(CNR:r =0.55,P =0.002;CE 总面积:r =0.39,P =0.031)。考虑到CE累及冠状动脉而评分的RI´与不考虑CE而评分的RI´有显著差异(RI v. RI´:15 ± 6v. 16 ± 6,P < 0.001):通过CNR和CE总面积对CMR冠状动脉CE进行可视化和量化,可用于检测IgG4-RD中普遍存在的亚临床和临床冠状动脉壁受累。在评估 IgG4-RD 的疾病活动性时,将中小血管受累纳入其中的可能性值得进一步研究。
{"title":"Coronary artery wall contrast enhancement imaging impact on disease activity assessment in IgG4-RD: a direct marker of coronary involvement.","authors":"Yaqi Du, Shuang Ding, Ce Li, Yun Bai, Xinrui Wang, Debiao Li, Yibin Xie, Guoguang Fan, Lian-Ming Wu, Guan Wang","doi":"10.1016/j.jocmr.2024.101047","DOIUrl":"10.1016/j.jocmr.2024.101047","url":null,"abstract":"<p><strong>Background: </strong>Coronary artery wall contrast enhancement (CE) has been applied to non-invasive visualization of changes to the coronary artery wall in systemic lupus erythematosus (SLE). This study investigated the feasibility of quantifying CE to detect coronary involvement in IgG4-related disease (IgG4-RD), as well as the influence on disease activity assessment.</p><p><strong>Methods: </strong>A total of 93 subjects (31 IgG4-RD; 29 SLE; 33 controls) were recruited in the study. Coronary artery wall imaging was performed in a 3.0 T MRI scanner. Serological markers and IgG4-RD Responder Index (IgG4-RD-RI) scores were collected for correlation analysis.</p><p><strong>Results: </strong>Coronary wall CE was observed in 29 (94 %) IgG4-RD patients and 22 (76 %) SLE patients. Contrast-to-noise ratio (CNR) and total CE area were significantly higher in patient groups compared to controls (CNR: 6.1 ± 2.7 [IgG4-RD] v. 4.2 ± 2.3 [SLE] v. 1.9 ± 1.5 [control], P < 0.001; Total CE area: 3.0 [3.0-6.6] v. 1.7 [1.5-2.6] v. 0.3 [0.3-0.9], P < 0.001). In the IgG4-RD group, CNR and total CE area were correlated with the RI (CNR: r = 0.55, P = 0.002; total CE area: r = 0.39, P = 0.031). RI´ scored considering coronary involvement by CE, differed significantly from RI scored without consideration of CE (RI v. RI´: 15 ± 6 v. 16 ± 6, P < 0.001).</p><p><strong>Conclusions: </strong>Visualization and quantification of CMR coronary CE by CNR and total CE area could be utilized to detect subclinical and clinical coronary wall involvement, which is prevalent in IgG4-RD. The potential inclusion of small and medium-sized vessel involvements in the assessment of disease activity in IgG4-RD is worthy of further investigation.</p>","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":4.2,"publicationDate":"2024-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11268104/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141199848","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Equilibrium phase contrast-enhanced magnetic resonance angiography of the thoracic aorta and heart using balanced T1 relaxation-enhanced steady-state. 利用平衡 T1 弛豫增强稳态(bT1RESS)对胸主动脉和心脏进行平衡相位对比增强磁共振血管造影。
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-05-27 DOI: 10.1016/j.jocmr.2024.101046
Robert R Edelman, Onural Ozturk, Amit Pursnani, Senthil Balasubramanian, Nondas Leloudas, Ioannis Koktzoglou

Background: Three-dimensional (3D) contrast-enhanced magnetic resonance angiography (CEMRA) is routinely used for vascular evaluation. With existing techniques for CEMRA, diagnostic image quality is only obtained during the first pass of the contrast agent or shortly thereafter, whereas angiographic quality tends to be poor when imaging is delayed to the equilibrium phase. We hypothesized that prolonged blood pool contrast enhancement could be obtained by imaging with a balanced T1 relaxation-enhanced steady-state (bT1RESS) pulse sequence, which combines 3D balanced steady-state free precession (bSSFP) with a saturation recovery magnetization preparation to impart T1 weighting and suppress background tissues. An electrocardiographic-gated, two-dimensional-accelerated version with isotropic 1.1-mm spatial resolution was evaluated for breath-hold equilibrium phase CEMRA of the thoracic aorta and heart.

Methods: The study was approved by the institutional review board. Twenty-one subjects were imaged using unenhanced 3D bSSFP, time-resolved CEMRA, first-pass gated CEMRA, followed by early and late equilibrium phase gated CEMRA and bT1RESS. Nine additional subjects were imaged using equilibrium phase 3D bSSFP and bT1RESS. Images were evaluated for image quality, aortic root sharpness, and visualization of the coronary artery origins, as well as using standard quantitative measures.

Results: Equilibrium phase bT1RESS provided better image quality, aortic root sharpness, and coronary artery origin visualization than gated CEMRA (P < 0.05), and improved image quality and aortic root sharpness versus unenhanced 3D bSSFP (P < 0.05). It provided significantly larger apparent signal-to-noise and apparent contrast-to-noise ratio values than gated CEMRA and unenhanced 3D bSSFP (P < 0.05) and provided ninefold better fluid suppression than equilibrium phase 3D bSSFP. Aortic diameter and main pulmonary artery diameter measurements obtained with bT1RESS and first-pass gated CEMRA strongly correlated (P < 0.05).

Conclusions: We found that using bT1RESS greatly prolongs the useful duration of blood pool contrast enhancement while improving angiographic image quality compared with standard CEMRA techniques. Although further study is needed, potential advantages for vascular imaging include eliminating the current requirement for first-pass imaging along with better reliability and accuracy for a wide range of cardiovascular applications.

背景:三维(3D)造影剂增强磁共振血管成像(CEMRA)是血管评估的常规方法。在现有的 CEMRA 技术中,只有在造影剂首次通过或通过后不久才能获得诊断图像质量,而当成像延迟到平衡阶段时,血管造影质量往往较差。我们假设通过平衡T1弛豫增强稳态(bT1RESS)脉冲序列成像可以获得长时间的血池对比增强,该脉冲序列结合了三维平衡稳态自由前冲(bSSFP)和饱和恢复磁化准备,以赋予T1加权并抑制背景组织。研究评估了心电图(ECG)门控的二维加速版本,其空间分辨率为各向同性的 1.1 毫米,用于胸主动脉和心脏的屏气平衡相 CEMRA。正文 该研究获得了美国国家研究与发展委员会(IRB)的批准。21 名受试者使用未增强三维 bSSFP、时间分辨 CEMRA、第一通选通 CEMRA 进行成像,然后使用早期和晚期平衡相选通 CEMRA 和 bT1RESS 进行成像。另有 9 名受试者使用平衡相三维 bSSFP 和 bT1RESS 进行了成像。对图像质量、主动脉根部清晰度、冠状动脉起源可视化以及标准定量指标进行了评估:结果:平衡相 bT1RESS 在图像质量、主动脉根部清晰度和冠状动脉起源可视化方面均优于门控 CEMRA(PD 讨论和结论:我们发现,与标准 CEMRA 技术相比,使用 bT1RESS 可大大延长血池造影剂增强的有效时间,同时改善血管造影图像质量。虽然还需要进一步研究,但它在血管成像方面的潜在优势包括:消除了目前对第一道成像的要求,同时在广泛的心血管应用中具有更好的可靠性和准确性。
{"title":"Equilibrium phase contrast-enhanced magnetic resonance angiography of the thoracic aorta and heart using balanced T1 relaxation-enhanced steady-state.","authors":"Robert R Edelman, Onural Ozturk, Amit Pursnani, Senthil Balasubramanian, Nondas Leloudas, Ioannis Koktzoglou","doi":"10.1016/j.jocmr.2024.101046","DOIUrl":"10.1016/j.jocmr.2024.101046","url":null,"abstract":"<p><strong>Background: </strong>Three-dimensional (3D) contrast-enhanced magnetic resonance angiography (CEMRA) is routinely used for vascular evaluation. With existing techniques for CEMRA, diagnostic image quality is only obtained during the first pass of the contrast agent or shortly thereafter, whereas angiographic quality tends to be poor when imaging is delayed to the equilibrium phase. We hypothesized that prolonged blood pool contrast enhancement could be obtained by imaging with a balanced T1 relaxation-enhanced steady-state (bT1RESS) pulse sequence, which combines 3D balanced steady-state free precession (bSSFP) with a saturation recovery magnetization preparation to impart T1 weighting and suppress background tissues. An electrocardiographic-gated, two-dimensional-accelerated version with isotropic 1.1-mm spatial resolution was evaluated for breath-hold equilibrium phase CEMRA of the thoracic aorta and heart.</p><p><strong>Methods: </strong>The study was approved by the institutional review board. Twenty-one subjects were imaged using unenhanced 3D bSSFP, time-resolved CEMRA, first-pass gated CEMRA, followed by early and late equilibrium phase gated CEMRA and bT1RESS. Nine additional subjects were imaged using equilibrium phase 3D bSSFP and bT1RESS. Images were evaluated for image quality, aortic root sharpness, and visualization of the coronary artery origins, as well as using standard quantitative measures.</p><p><strong>Results: </strong>Equilibrium phase bT1RESS provided better image quality, aortic root sharpness, and coronary artery origin visualization than gated CEMRA (P < 0.05), and improved image quality and aortic root sharpness versus unenhanced 3D bSSFP (P < 0.05). It provided significantly larger apparent signal-to-noise and apparent contrast-to-noise ratio values than gated CEMRA and unenhanced 3D bSSFP (P < 0.05) and provided ninefold better fluid suppression than equilibrium phase 3D bSSFP. Aortic diameter and main pulmonary artery diameter measurements obtained with bT1RESS and first-pass gated CEMRA strongly correlated (P < 0.05).</p><p><strong>Conclusions: </strong>We found that using bT1RESS greatly prolongs the useful duration of blood pool contrast enhancement while improving angiographic image quality compared with standard CEMRA techniques. Although further study is needed, potential advantages for vascular imaging include eliminating the current requirement for first-pass imaging along with better reliability and accuracy for a wide range of cardiovascular applications.</p>","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":4.2,"publicationDate":"2024-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11269901/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141175752","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Using diffusion tensor imaging to depict myocardial changes after matured pluripotent stem cell-derived cardiomyocyte transplantation. 利用弥散张量成像描绘成熟多能干细胞衍生心肌细胞移植后的变化
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-05-23 DOI: 10.1016/j.jocmr.2024.101045
Moses P Cook, Wahiba Dhahri, Michael A Laflamme, Nilesh R Ghugre, Graham A Wright

Background: Novel treatment strategies are needed to improve the structure and function of the myocardium post-infarction. In vitro-matured pluripotent stem cell-derived cardiomyocytes (PSC-CMs) have been shown to be a promising regenerative strategy. We hypothesized that mature PSC-CMs will have anisotropic structure and improved cell alignment when compared to immature PSC-CMs using cardiovascular magnetic resonance (CMR) in a guinea pig model of cardiac injury.

Methods: Guinea pigs (n = 16) were cryoinjured on day -10, followed by transplantation of either 108 polydimethylsiloxane (PDMS)-matured PSC-CMs (n = 6) or 108 immature tissue culture plastic (TCP)-generated PSC-CMs (n = 6) on day 0. Vehicle (sham-treated) subjects were injected with a pro-survival cocktail devoid of cells (n = 4), while healthy controls (n = 4) did not undergo cryoinjury or treatment. Animals were sacrificed on either day +14 or day +28 post-transplantation. Animals were imaged ex vivo on a 7T Bruker MRI. A 3D diffusion tensor imaging (DTI) sequence was used to quantify structure via fractional anisotropy (FA), mean diffusivity (MD), and myocyte alignment measured by the standard deviation of the transverse angle (TA).

Results: MD and FA of mature PDMS grafts demonstrated anisotropy was not significantly different than the healthy control hearts (MD = 1.1 ± 0.12 × 10-3 mm2/s vs 0.93 ± 0.01 × 10-3 mm2/s, p = 0.4 and FA = 0.22 ± 0.05 vs 0.26 ± 0.001, p = 0.5). Immature TCP grafts exhibited significantly higher MD than the healthy control (1.3 ± 0.08 × 10-3 mm2/s, p < 0.05) and significantly lower FA than the control (0.12 ± 0.02, p < 0.05) but were not different from mature PDMS grafts in this small cohort. TA of healthy controls showed low variability and was not significantly different than mature PDMS grafts (p = 0.4) while immature TCP grafts were significantly different (p < 0.001). DTI parameters of mature graft tissue trended toward that of the healthy myocardium, indicating the grafted cardiomyocytes may have a similar phenotype to healthy tissue. Contrast-enhanced magnetic resonance images corresponded well to histological staining, demonstrating a non-invasive method of localizing the repopulated cardiomyocytes within the scar.

Conclusions: The DTI measures within graft tissue were indicative of anisotropic structure and showed greater myocyte organization compared to the scarred territory. These findings show that MRI is a valuable tool to assess the structural impacts of regenerative therapies.

背景:改善梗死后心肌的结构和功能需要新的治疗策略。体外成熟的多能干细胞衍生心肌细胞(PSC-CMs)已被证明是一种很有前景的再生策略。我们假设,在豚鼠心脏损伤模型中使用磁共振成像(MRI),与未成熟的PSC-CMs相比,成熟的PSC-CMs将具有各向异性结构并改善细胞排列:豚鼠(n=16)在第-10天接受冷冻损伤,然后在第0天移植108个聚二甲基硅氧烷成熟PSC-CMs(PDMS,n=6)或108个未成熟组织培养塑料生成的PSC-CMs(TCP,n=6)。受试者被注射了不含细胞的促存活鸡尾酒(n=4),而健康对照组(n=4)没有接受冷冻损伤或治疗。动物在移植后第 14 天或第 28 天被处死。动物在 7T Bruker MRI 上进行体外成像。使用三维扩散张量成像序列通过分数各向异性(FA)、平均扩散率(MD)和横向角标准偏差(TA)测量的肌细胞排列来量化结构:结果:成熟 PDMS 移植物的 MD 和 FA 显示出各向异性,与健康对照心脏相比差异不大(MD=1.1 ± 0.12 ×10-3 mm2/s vs. 0.93 ± 0.01 ×10-3 mm2/s,p=0.4;FA=0.22±0.05 vs. 0.26±0.001,p=0.5)。未成熟 TCP 移植物的 MD 明显高于健康对照组(1.3 ± 0.08 ×10-3 mm2/s,p 讨论:成熟移植物组织的 DTI 参数趋向于健康心肌,表明移植物心肌细胞可能具有与健康组织相似的表型。对比增强磁共振图像与组织学染色结果十分吻合,证明这是一种非侵入性方法,可用于定位瘢痕内重新增殖的心肌细胞:移植组织内的 DTI 测量结果表明了各向异性结构,与瘢痕区域相比,移植组织内的心肌细胞组织更完善。这些研究结果表明,磁共振成像是评估再生疗法对结构影响的重要工具。
{"title":"Using diffusion tensor imaging to depict myocardial changes after matured pluripotent stem cell-derived cardiomyocyte transplantation.","authors":"Moses P Cook, Wahiba Dhahri, Michael A Laflamme, Nilesh R Ghugre, Graham A Wright","doi":"10.1016/j.jocmr.2024.101045","DOIUrl":"10.1016/j.jocmr.2024.101045","url":null,"abstract":"<p><strong>Background: </strong>Novel treatment strategies are needed to improve the structure and function of the myocardium post-infarction. In vitro-matured pluripotent stem cell-derived cardiomyocytes (PSC-CMs) have been shown to be a promising regenerative strategy. We hypothesized that mature PSC-CMs will have anisotropic structure and improved cell alignment when compared to immature PSC-CMs using cardiovascular magnetic resonance (CMR) in a guinea pig model of cardiac injury.</p><p><strong>Methods: </strong>Guinea pigs (n = 16) were cryoinjured on day -10, followed by transplantation of either 10<sup>8</sup> polydimethylsiloxane (PDMS)-matured PSC-CMs (n = 6) or 10<sup>8</sup> immature tissue culture plastic (TCP)-generated PSC-CMs (n = 6) on day 0. Vehicle (sham-treated) subjects were injected with a pro-survival cocktail devoid of cells (n = 4), while healthy controls (n = 4) did not undergo cryoinjury or treatment. Animals were sacrificed on either day +14 or day +28 post-transplantation. Animals were imaged ex vivo on a 7T Bruker MRI. A 3D diffusion tensor imaging (DTI) sequence was used to quantify structure via fractional anisotropy (FA), mean diffusivity (MD), and myocyte alignment measured by the standard deviation of the transverse angle (TA).</p><p><strong>Results: </strong>MD and FA of mature PDMS grafts demonstrated anisotropy was not significantly different than the healthy control hearts (MD = 1.1 ± 0.12 × 10<sup>-3</sup> mm<sup>2</sup>/s vs 0.93 ± 0.01 × 10<sup>-3</sup> mm<sup>2</sup>/s, p = 0.4 and FA = 0.22 ± 0.05 vs 0.26 ± 0.001, p = 0.5). Immature TCP grafts exhibited significantly higher MD than the healthy control (1.3 ± 0.08 × 10<sup>-3</sup> mm<sup>2</sup>/s, p < 0.05) and significantly lower FA than the control (0.12 ± 0.02, p < 0.05) but were not different from mature PDMS grafts in this small cohort. TA of healthy controls showed low variability and was not significantly different than mature PDMS grafts (p = 0.4) while immature TCP grafts were significantly different (p < 0.001). DTI parameters of mature graft tissue trended toward that of the healthy myocardium, indicating the grafted cardiomyocytes may have a similar phenotype to healthy tissue. Contrast-enhanced magnetic resonance images corresponded well to histological staining, demonstrating a non-invasive method of localizing the repopulated cardiomyocytes within the scar.</p><p><strong>Conclusions: </strong>The DTI measures within graft tissue were indicative of anisotropic structure and showed greater myocyte organization compared to the scarred territory. These findings show that MRI is a valuable tool to assess the structural impacts of regenerative therapies.</p>","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":4.2,"publicationDate":"2024-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11278291/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141155203","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design and Implementation of Multicenter Pediatric and Congenital Studies with Cardiovascular Magnetic Resonance: Big Data in Smaller Bodies 心血管磁共振多中心儿科和先天性研究的设计与实施:小身体中的大数据
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2024-03-01 DOI: 10.1016/j.jocmr.2024.101041
Michael P. DiLorenzo, Simon Lee, Rahul H Rathod, Francesca Raimondi, Kanwal M. Farooqi, Supriya S. Jain, M. Samyn, Tiffanie R. Johnson, Laura J. Olivieri, Mark A Fogel, Wyman W Lai, P. Renella, Andrew J. Powell, S. Buddhe, Caitlin Stafford, Jason N. Johnson, Willem A. Helbing, K. Pushparajah, Inga Voges, V. Muthurangu, Kimberley G. Miles, Gerald Greil, Colin J McMahon, Timothy C. Slesnick, Brian M Fonseca, Shaine A. Morris, J. Soslow, Lars Grosse-Wortmann, R. Beroukhim, H. Grotenhuis
{"title":"Design and Implementation of Multicenter Pediatric and Congenital Studies with Cardiovascular Magnetic Resonance: Big Data in Smaller Bodies","authors":"Michael P. DiLorenzo, Simon Lee, Rahul H Rathod, Francesca Raimondi, Kanwal M. Farooqi, Supriya S. Jain, M. Samyn, Tiffanie R. Johnson, Laura J. Olivieri, Mark A Fogel, Wyman W Lai, P. Renella, Andrew J. Powell, S. Buddhe, Caitlin Stafford, Jason N. Johnson, Willem A. Helbing, K. Pushparajah, Inga Voges, V. Muthurangu, Kimberley G. Miles, Gerald Greil, Colin J McMahon, Timothy C. Slesnick, Brian M Fonseca, Shaine A. Morris, J. Soslow, Lars Grosse-Wortmann, R. Beroukhim, H. Grotenhuis","doi":"10.1016/j.jocmr.2024.101041","DOIUrl":"https://doi.org/10.1016/j.jocmr.2024.101041","url":null,"abstract":"","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":6.4,"publicationDate":"2024-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140280932","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
REMOVED: Gedatolisib Associated Acute Myocarditis in a Patient with Breast Adenocarcinoma. 删除:一名乳腺癌患者的急性心肌炎与吉达替尼有关
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-02-01 Epub Date: 2024-04-15 DOI: 10.1016/j.jocmr.2024.100856
Mohamad Khattab, Jennifer Kwan, Deya Alkhatib, Miles Shen, Sagar Desai, Emmanuel Akintoye, Steffen Huber, Lauren Baldassarre
{"title":"REMOVED: Gedatolisib Associated Acute Myocarditis in a Patient with Breast Adenocarcinoma.","authors":"Mohamad Khattab, Jennifer Kwan, Deya Alkhatib, Miles Shen, Sagar Desai, Emmanuel Akintoye, Steffen Huber, Lauren Baldassarre","doi":"10.1016/j.jocmr.2024.100856","DOIUrl":"10.1016/j.jocmr.2024.100856","url":null,"abstract":"","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":4.2,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142000051","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The reproducibility of breathing maneuvers as a vasoactive stimulus in the heart: an oxygenation-sensitive resonance imaging study. 呼吸动作作为心脏血管活性刺激的再现性:氧敏感共振成像研究。
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2023-12-27 DOI: 10.1186/s12968-023-00983-4
Elizabeth Hillier, Jason Covone, Matthias G Friedrich

Background: Endothelial dysfunction and impaired oxygenation of the heart is a hallmark of several diseases, including coronary artery disease, hypertension, diabetes, and sleep apnea. Recent studies indicate that oxygenation-sensitive cardiovascular magnetic resonance (OS-CMR) imaging combined with breathing maneuvers may allow for assessing coronary vascular responsiveness as a marker for coronary vascular function in various clinical settings. However, despite the use of OS-CMR in evaluating tissue oxygenation, the reproducibility of these standardized, combined breathing maneuvers as a vasoactive stimulus has yet to be systematically assessed or validated. In this study, we aimed to assess the reproducibility of vasoactive breathing maneuvers to assess vascular function in a population of healthy volunteers.

Methods: Eighteen healthy volunteers were recruited for the study. Inclusion criteria were an age over 18 years and absence of any evidence or knowledge of cardiovascular, neurological, or pulmonary disease. MRI was performed on a clinical 3 T MRI system (MAGNETOM Skyra, Siemens Healthineers, Erlangen, Germany). The OS-CMR acquisition was performed as previously described (1 min hyperventilation followed by a maximal, voluntary breath-hold). Standard statistical tests were performed as appropriate.

Results: Data from 18 healthy subjects was analyzed. The healthy volunteers had a mean age of 42 ± 15 years and a mean BMI of 25.4 ± 2.8 kg/m2, with an average heart rate of 72 ± 11 beats per minute, and ten of whom (56%) were female. There were no significant differences between global myocardial oxygenation (%[Formula: see text] SI) after hyperventilation (HV1: - 7.82 [Formula: see text] 5.2; HV2: - 7.89 [Formula: see text] 6.4, p = 0.9) or breath-hold (BH1: 5.34 [Formula: see text] 3.1; BH2: 6.0 [Formula: see text] 3.3, p = 0.5) between the repeated breathing maneuvers. The Bland-Altman analysis showed good agreement (bias: 0.074, SD of bias: 2.93).

Conclusion: We conclude that in healthy individuals, the myocardial oxygenation response to a standardized breathing maneuver with hyperventilation and a voluntary breath-hold is consistent and highly reproducible. These results corroborate previous evidence for breathing-enhanced OS-CMR as a robust test for coronary vascular function.

背景:内皮功能障碍和心脏氧合功能受损是多种疾病的标志,包括冠心病、高血压、糖尿病和睡眠呼吸暂停。最近的研究表明,氧合敏感心血管磁共振(OS-CMR)成像与呼吸操作相结合,可评估冠状动脉血管反应性,作为各种临床环境下冠状动脉血管功能的标志。然而,尽管 OS-CMR 可用于评估组织氧合,但这些作为血管活性刺激的标准化联合呼吸操作的可重复性仍有待系统评估或验证。在这项研究中,我们旨在评估血管活性呼吸方法的可重复性,以评估健康志愿者群体的血管功能:研究招募了 18 名健康志愿者。纳入标准是年龄在 18 岁以上,没有任何心血管、神经或肺部疾病的证据或知识。核磁共振成像在临床 3 T 核磁共振成像系统(MAGNETOM Skyra,西门子 Healthineers,德国埃尔兰根)上进行。OS-CMR 采集按照之前的描述进行(过度通气 1 分钟,然后进行最大限度的自主屏气)。根据情况进行标准统计检验:对 18 名健康受试者的数据进行了分析。健康志愿者的平均年龄为 42 ± 15 岁,平均体重指数为 25.4 ± 2.8 kg/m2,平均心率为 72 ± 11 次/分钟,其中 10 人(56%)为女性。在重复呼吸操作(HV1:- 7.82 [公式:见正文] 5.2;HV2:- 7.89 [公式:见正文] 6.4,p = 0.9)或憋气(BH1:5.34 [公式:见正文] 3.1;BH2:6.0 [公式:见正文] 3.3,p = 0.5)后,总体心肌氧合率(%[公式:见正文] SI)之间无明显差异。布兰-阿尔特曼分析表明两者吻合良好(偏差:0.074,偏差标度:2.93):我们得出结论:在健康人中,心肌氧合对过度通气和自主屏气的标准化呼吸操作的反应是一致和高度可重复的。这些结果证实了之前的证据,即呼吸增强 OS-CMR 是冠状动脉血管功能的可靠测试。
{"title":"The reproducibility of breathing maneuvers as a vasoactive stimulus in the heart: an oxygenation-sensitive resonance imaging study.","authors":"Elizabeth Hillier, Jason Covone, Matthias G Friedrich","doi":"10.1186/s12968-023-00983-4","DOIUrl":"10.1186/s12968-023-00983-4","url":null,"abstract":"<p><strong>Background: </strong>Endothelial dysfunction and impaired oxygenation of the heart is a hallmark of several diseases, including coronary artery disease, hypertension, diabetes, and sleep apnea. Recent studies indicate that oxygenation-sensitive cardiovascular magnetic resonance (OS-CMR) imaging combined with breathing maneuvers may allow for assessing coronary vascular responsiveness as a marker for coronary vascular function in various clinical settings. However, despite the use of OS-CMR in evaluating tissue oxygenation, the reproducibility of these standardized, combined breathing maneuvers as a vasoactive stimulus has yet to be systematically assessed or validated. In this study, we aimed to assess the reproducibility of vasoactive breathing maneuvers to assess vascular function in a population of healthy volunteers.</p><p><strong>Methods: </strong>Eighteen healthy volunteers were recruited for the study. Inclusion criteria were an age over 18 years and absence of any evidence or knowledge of cardiovascular, neurological, or pulmonary disease. MRI was performed on a clinical 3 T MRI system (MAGNETOM Skyra, Siemens Healthineers, Erlangen, Germany). The OS-CMR acquisition was performed as previously described (1 min hyperventilation followed by a maximal, voluntary breath-hold). Standard statistical tests were performed as appropriate.</p><p><strong>Results: </strong>Data from 18 healthy subjects was analyzed. The healthy volunteers had a mean age of 42 ± 15 years and a mean BMI of 25.4 ± 2.8 kg/m<sup>2</sup>, with an average heart rate of 72 ± 11 beats per minute, and ten of whom (56%) were female. There were no significant differences between global myocardial oxygenation (%[Formula: see text] SI) after hyperventilation (HV1: - 7.82 [Formula: see text] 5.2; HV2: - 7.89 [Formula: see text] 6.4, p = 0.9) or breath-hold (BH1: 5.34 [Formula: see text] 3.1; BH2: 6.0 [Formula: see text] 3.3, p = 0.5) between the repeated breathing maneuvers. The Bland-Altman analysis showed good agreement (bias: 0.074, SD of bias: 2.93).</p><p><strong>Conclusion: </strong>We conclude that in healthy individuals, the myocardial oxygenation response to a standardized breathing maneuver with hyperventilation and a voluntary breath-hold is consistent and highly reproducible. These results corroborate previous evidence for breathing-enhanced OS-CMR as a robust test for coronary vascular function.</p>","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":6.4,"publicationDate":"2023-12-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10753842/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139048774","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Combining generative modelling and semi-supervised domain adaptation for whole heart cardiovascular magnetic resonance angiography segmentation 结合生成建模和半监督领域适应,实现全心脏心血管磁共振血管造影分割
IF 6.4 1区 医学 Q1 Medicine Pub Date : 2023-12-20 DOI: 10.1186/s12968-023-00981-6
Marica Muffoletto, Hao Xu, Karl P. Kunze, Radhouene Neji, René Botnar, Claudia Prieto, Daniel Rückert, Alistair A. Young
Quantification of three-dimensional (3D) cardiac anatomy is important for the evaluation of cardiovascular diseases. Changes in anatomy are indicative of remodeling processes as the heart tissue adapts to disease. Although robust segmentation methods exist for computed tomography angiography (CTA), few methods exist for whole-heart cardiovascular magnetic resonance angiograms (CMRA) which are more challenging due to variable contrast, lower signal to noise ratio and a limited amount of labeled data. Two state-of-the-art unsupervised generative deep learning domain adaptation architectures, generative adversarial networks and variational auto-encoders, were applied to 3D whole heart segmentation of both conventional (n = 20) and high-resolution (n = 45) CMRA (target) images, given segmented CTA (source) images for training. An additional supervised loss function was implemented to improve performance given 10%, 20% and 30% segmented CMRA cases. A fully supervised nn-UNet trained on the given CMRA segmentations was used as the benchmark. The addition of a small number of segmented CMRA training cases substantially improved performance in both generative architectures in both standard and high-resolution datasets. Compared with the nn-UNet benchmark, the generative methods showed substantially better performance in the case of limited labelled cases. On the standard CMRA dataset, an average 12% (adversarial method) and 10% (variational method) improvement in Dice score was obtained. Unsupervised domain-adaptation methods for CMRA segmentation can be boosted by the addition of a small number of supervised target training cases. When only few labelled cases are available, semi-supervised generative modelling is superior to supervised methods.
量化三维(3D)心脏解剖结构对于评估心血管疾病非常重要。解剖结构的变化表明心脏组织适应疾病的重塑过程。虽然计算机断层扫描血管造影(CTA)存在稳健的分割方法,但全心心血管磁共振血管造影(CMRA)却鲜有方法,因为对比度不一、信噪比较低、标注数据量有限,所以CMRA更具挑战性。我们将两种最先进的无监督生成式深度学习领域适应架构--生成对抗网络和变异自动编码器,应用于传统(n = 20)和高分辨率(n = 45)CMRA(目标)图像的三维全心分割,并将分割后的 CTA(源)图像作为训练对象。在 10%、20% 和 30% 的 CMRA 分割情况下,采用了额外的监督损失函数来提高性能。在给定的 CMRA 分割上训练的完全监督 nn-UNet 被用作基准。在标准数据集和高分辨率数据集中,增加少量分段 CMRA 训练案例大大提高了生成式架构的性能。与 nn-UNet 基准相比,生成式方法在标注案例有限的情况下表现得更好。在标准 CMRA 数据集上,Dice 分数平均提高了 12%(对抗方法)和 10%(变异方法)。通过增加少量有监督的目标训练案例,可以提高用于 CMRA 分割的无监督领域适应方法的性能。在只有少量标记案例的情况下,半监督生成模型优于监督方法。
{"title":"Combining generative modelling and semi-supervised domain adaptation for whole heart cardiovascular magnetic resonance angiography segmentation","authors":"Marica Muffoletto, Hao Xu, Karl P. Kunze, Radhouene Neji, René Botnar, Claudia Prieto, Daniel Rückert, Alistair A. Young","doi":"10.1186/s12968-023-00981-6","DOIUrl":"https://doi.org/10.1186/s12968-023-00981-6","url":null,"abstract":"Quantification of three-dimensional (3D) cardiac anatomy is important for the evaluation of cardiovascular diseases. Changes in anatomy are indicative of remodeling processes as the heart tissue adapts to disease. Although robust segmentation methods exist for computed tomography angiography (CTA), few methods exist for whole-heart cardiovascular magnetic resonance angiograms (CMRA) which are more challenging due to variable contrast, lower signal to noise ratio and a limited amount of labeled data. Two state-of-the-art unsupervised generative deep learning domain adaptation architectures, generative adversarial networks and variational auto-encoders, were applied to 3D whole heart segmentation of both conventional (n = 20) and high-resolution (n = 45) CMRA (target) images, given segmented CTA (source) images for training. An additional supervised loss function was implemented to improve performance given 10%, 20% and 30% segmented CMRA cases. A fully supervised nn-UNet trained on the given CMRA segmentations was used as the benchmark. The addition of a small number of segmented CMRA training cases substantially improved performance in both generative architectures in both standard and high-resolution datasets. Compared with the nn-UNet benchmark, the generative methods showed substantially better performance in the case of limited labelled cases. On the standard CMRA dataset, an average 12% (adversarial method) and 10% (variational method) improvement in Dice score was obtained. Unsupervised domain-adaptation methods for CMRA segmentation can be boosted by the addition of a small number of supervised target training cases. When only few labelled cases are available, semi-supervised generative modelling is superior to supervised methods.","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":6.4,"publicationDate":"2023-12-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138826543","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of Cardiovascular Magnetic Resonance
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1